Optimization and control using response surface methods

被引:26
作者
Edwards, IM
Jutan, A
机构
[1] Department of Chemical and Biochemical Engineering, University of Western Ontario, London, Ont.
基金
加拿大自然科学与工程研究理事会;
关键词
D O I
10.1016/S0098-1354(96)00007-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Many processes exhibit an optimum that moves in time. Most optimization algorithms assume that the optimum is like a static hill and their procedures rely on this. This paper extends the ideas of Response Surface Methodology (RSM) to allow tracking of dynamic optima. The new algorithm is called DRSM. Many model based control algorithms are structured as optimization problems, albeit for linear processes. DRSM is then also used to develop a model predictive controller that can be used for non-linear, time-varying processes, without the need for a detailed process model. Simulations are used to demonstrate the algorithm on problems in optimization and control. Copyright (C) 1996 Elsevier Science Ltd
引用
收藏
页码:441 / 453
页数:13
相关论文
共 23 条
[1]  
[Anonymous], APPL STAT
[2]  
[Anonymous], INTRO PROBABILITY ST
[3]   ON THE EXPERIMENTAL ATTAINMENT OF OPTIMUM CONDITIONS [J].
BOX, GEP ;
WILSON, KB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1951, 13 (01) :1-45
[4]  
BOX GEP, 1970, TIME SERIES ANAL FOR
[5]   GENERALIZED PREDICTIVE CONTROL .1. THE BASIC ALGORITHM [J].
CLARKE, DW ;
MOHTADI, C ;
TUFFS, PS .
AUTOMATICA, 1987, 23 (02) :137-148
[6]   SELF-TUNING CONTROLLER [J].
CLARKE, DW ;
GAWTHROP, PJ .
PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1975, 122 (09) :929-934
[7]  
CLARKE DW, 1981, SELF TUNING ADAPTIVE, pCH10
[8]   PROCESS-CONTROL - AN OVERVIEW AND PERSONAL PERSPECTIVE [J].
FISHER, DG .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 1991, 69 (01) :5-26
[9]   IMPLEMENTATION OF SELF-TUNING REGULATORS WITH VARIABLE FORGETTING FACTORS [J].
FORTESCUE, TR ;
KERSHENBAUM, LS ;
YDSTIE, BE .
AUTOMATICA, 1981, 17 (06) :831-835
[10]   MODEL PREDICTIVE CONTROL - THEORY AND PRACTICE - A SURVEY [J].
GARCIA, CE ;
PRETT, DM ;
MORARI, M .
AUTOMATICA, 1989, 25 (03) :335-348